TreeESN: a Preliminary Experimental Analysis

نویسندگان

  • Claudio Gallicchio
  • Alessio Micheli
چکیده

In this paper we introduce an efficient approach to Recursive Neural Networks (RecNNs) modeling, the Tree Echo State Network (TreeESN), extending the Echo State Network (ESN) model from sequential to tree structured domains processing. For structure-to-element transductions, the state mapping (i.e. the way in which the state values for the whole structure are selected/collected) turns out to have a relevant role and the importance of its choice is pointed out by experimental results.

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تاریخ انتشار 2010